{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Processing of the Dataset "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  In this notebook, I will write the code for importing, processing and generating the features from the raw audio files downloaded from the public dataset [UrbanSound8K](https://serv.cusp.nyu.edu/projects/urbansounddataset/urbansound8k.html).  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dependencies\n",
    "\n",
    "-  The python packages mentioned below.\n",
    "-  One additional package (also mentioned below) that I created which is available in the repository. \n",
    "-  The audio files from the dataset. In the repository, a test folder is uploaded containing 59 audio files from the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets import some packages\n",
    "import santiago_data_preprocessing as prep\n",
    "import math\n",
    "import numpy as np\n",
    "import h5py\n",
    "import imp\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import pandas as pd\n",
    "import wave\n",
    "import os\n",
    "import struct\n",
    "import IPython.display as ipd\n",
    "import random\n",
    "import librosa\n",
    "import soundfile as sf\n",
    "from scipy.io import wavfile\n",
    "from scipy import signal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Below, the main function for reading and processing the audio files <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_files_and_resample(sampling_rate_new, desired_length_seconds, noise = False, noise_all = False, db_SNR = 0):\n",
    "    \n",
    "# A function to import the original files, resample them and get also their Class Id\n",
    "    # Inputs:\n",
    "        # sampling_rate_new - the new sampling rate we want to apply to all audio files\n",
    "        # desired_length_seconds - length we want the audio files to have\n",
    "        # noise - Boolean. Whether to apply noise or not\n",
    "        # noise_all - Boolean. If noise = True, whether to apply the noise to the whole file (extended) or only to original duration\n",
    "        # db_SNR - If noise = True, specify Signal to Noise Ratio (in dB)\n",
    "    # Outputs:\n",
    "        # x, matrix with dimensions (sampling_rate_new*duration, number_of_examples)\n",
    "        # y, vector with dimensions (1,number_of_examples)\n",
    "    \n",
    "    startpath = os.path.abspath(\"UrbanSound8K_Test\\\\audio\")\n",
    "    list_with_file_names1 = os.listdir(startpath) \n",
    "\n",
    "\n",
    "    duration_samples = int(desired_length_seconds * sampling_rate_new)\n",
    "    y_list = []\n",
    "    x_list =[]\n",
    "    index = 0\n",
    "    \n",
    "    for file1 in list_with_file_names1:  #Loop over the different folders (fold1, fold2,...)\n",
    "\n",
    "        if file1 == '.DS_Store':         #Ommit this file\n",
    "            continue\n",
    "\n",
    "        completePath1 = os.path.join(startpath,file1) \n",
    "\n",
    "        list_with_file_names2 = os.listdir(completePath1)\n",
    "        \n",
    "\n",
    "        for file2 in list_with_file_names2: #Loop over the different audio files in the different folders\n",
    "\n",
    "            if file2 == '.DS_Store':        #Ommit this file\n",
    "                continue\n",
    "                \n",
    "            completePath2 = os.path.join(completePath1,file2)\n",
    "            \n",
    "            index += 1                      #To keep track of the files for debugging\n",
    "            \n",
    "            class_id = file2.split(\"-\")[1]  #Extract the class id, e.g. 9031-3-1-0.wav --> Class id = 3\n",
    "\n",
    "\n",
    "            input_file, sampling_rate_orig = sf.read(completePath2) #Read input file (sf supports 24-bit inputs)\n",
    "            \n",
    "            if input_file.ndim == 2:\n",
    "                input_file = input_file[:,0] #Monochannel\n",
    "                       \n",
    "            inputfile_resampled = librosa.resample(input_file, sampling_rate_orig, sampling_rate_new) #Resampling\n",
    "            \n",
    "            if len(inputfile_resampled) < duration_samples:\n",
    "                x_files = prep.zero_pad(inputfile_resampled, sampling_rate_new, desired_length_seconds, \n",
    "                                  noise = noise, noise_all = noise_all, db_SNR = db_SNR, index=index)\n",
    "               #x_files = prep.extend_file(inputfile_resampled, sampling_rate_new, desired_length_seconds)\n",
    "\n",
    "\n",
    "            elif noise == True:\n",
    "                x_files = prep.add_noise(inputfile_resampled[0:duration_samples], db_SNR, index = index)\n",
    "            \n",
    "            else:\n",
    "                x_files = inputfile_resampled[0:duration_samples]\n",
    "                \n",
    "                \n",
    "            y_list.append(class_id)\n",
    "            x_list.append(x_files)\n",
    "            \n",
    "    \n",
    "    x = np.transpose(np.array(x_list)) #creates an array from the list of arrays, and transposes it to get the desired shape\n",
    "    y = np.array(y_list).astype(int) #convert the list to an array on integers\n",
    "\n",
    "    \n",
    "    return x, y \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Processing the audio files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time elapsed: 14.85 seconds\n",
      "Shape of x: (66150, 59) \n",
      "Shape of y: (59,) \n",
      "Shape of features: (513, 130, 59) \n"
     ]
    }
   ],
   "source": [
    "# SELECT PARAMETERS\n",
    "\n",
    "imp.reload(prep)\n",
    "sampling_rate_new = 22050   # sampling rate to resample audio files to (in Hz)\n",
    "duration = 3                # duration that I want the audio files to have (in seconds)\n",
    "mel_bands = 60              # mel frequency bands to extract\n",
    "window_size = 1024          # for the STFT window (in samples)\n",
    "hop_length = 512            # for the STFT (in samples)\n",
    "db_SNR = 0                  # SNR pink noise (in dB)\n",
    "\n",
    "# STARTS TIMER\n",
    "t = time.time()\n",
    "\n",
    "# PROCESS AUDIO FILES\n",
    "x, y = get_files_and_resample(sampling_rate_new, duration, noise = False, noise_all = False, db_SNR = db_SNR)\n",
    "\n",
    "# FEATURE GENERATION, SPECTROGRAM CALCULATION\n",
    "features1 = prep.get_mel_spectrogram(x, sampling_rate_new, mel_bands, window_size, hop_length)\n",
    "features2 = prep.get_spectrogram(x, window_size, hop_length) \n",
    "\n",
    "# TIME ELAPSED\n",
    "elapsed = time.time() - t\n",
    "\n",
    "# PRINT SOME INFORMATION\n",
    "print ('Time elapsed: %.2f seconds' %elapsed)\n",
    "print('Shape of x: %s ' %(x.shape,))\n",
    "print('Shape of y: %s ' %(y.shape,))\n",
    "print('Shape of features: %s ' %(features2.shape,))\n",
    "\n",
    "# SAVE FILES\n",
    "#np.save(r'C:\\Users\\Santiago\\deep-machine-learning\\UrbanSound8K_Treated\\sr22050,duration3_leveldiff\\orig_features_dB.npy' , features)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's hear and visualize an example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bc84a592b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Idx of example to plot\n",
    "example = 7  \n",
    "\n",
    "#Take features samples of one example\n",
    "Sxx = features1[:,:,example]\n",
    "\n",
    "class_names = ['Air conditioner','Car horn','Children pl.','Dog bark','Drilling','Engine','Gun shot','Jackhammer','Siren','Street music']\n",
    "\n",
    "#Create figure and two subplots for the two pictures\n",
    "fig, axes = plt.subplots(nrows = 2, ncols = 1, figsize = (8,8))\n",
    "\n",
    "#Generate the mel-spectrogram plot\n",
    "fig.colorbar(axes[0].pcolormesh(Sxx), format='%+2.0f dB', ax = axes[0])\n",
    "axes[0].set(title = class_names[y[example]], ylabel = 'Frequency [Mel bands]', xlabel = 'Time [frames]')\n",
    "\n",
    "#Generate the signal amplitude plot\n",
    "time_vector = np.arange(0,x.shape[0],1) / sampling_rate_new\n",
    "axes[1].plot(time_vector, x[:,example])\n",
    "axes[1].set(title = 'One example from the dataset, class %s' %class_names[y[example]], xlabel = 'Time (s)', ylabel = 'Amplitude')\n",
    "\n",
    "#Adjust the subplots\n",
    "plt.tight_layout()\n",
    "\n",
    "#Write the audio file to then play it. Change the folder!\n",
    "# sf.write(r'C:\\Users\\Santiago\\deep-machine-learning\\Sounds_for_notebooks\\Ejemplin.wav', x[:,example], sampling_rate_new)\n",
    "#ipd.display(ipd.Audio(filename = r'C:\\Users\\Santiago\\deep-machine-learning\\Sounds_for_notebooks\\Ejemplin.wav'))\n",
    "ipd.display(ipd.Audio(filename = r'Ejemplin.wav'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
